Written by Taylor Hawkins, Managing Consultant & Foresight Practice Lead Asia Pacific

The entry-level layer where future leaders historically built their foundational skills is rapidly contracting.

Payroll analysis reveals a 13% relative employment decline for early-career workers in AI-exposed roles (Brynjolfsson, Chandar & Chen, 2025). The middle-management positions that once provided high-potential talent with their first real exposure to complexity are thinning fastest. Organisations cutting these bottom rungs today are deciding, largely without noticing, where their 2035 senior leaders will not come from.

When routine tasks are automated, the workplace stops naturally supplying developmental friction. If L&D relies solely on AI-delivered development, a dangerous divide opens: premium human coaching becomes reserved for established executives, while the emerging pipeline below is trained entirely by machine.

That creates an equity crisis and a succession crisis at the exact same time.

Lessons from Aviation: Maintaining Manual Capability

This dilemma is not entirely new. Aviation regulators faced a similar crisis when flight deck automation began eroding basic pilot handling skills.

Rather than relying on documentation alone, the Federal Aviation Administration (FAA) issued explicit directives instructing operators to build deliberate manual-flying practice back into routine operations. They recognised that when automated systems fail or encounter unexpected turbulence, human operators cannot instantly regain complex skills they haven't exercised (FAA SAFO 13002, 2013).

The organisational equivalent is simulated complexity.

When middle-management stepping stones disappear, organisations must manufacture developmental friction through deliberate practice - simulating high-pressure scenarios, assigning ambiguous problems on purpose, and requiring leaders to work without technological safety nets before real-world stakes arrive.

Action: Run Regular AI-Free Decision Drills

To keep the recovery path open and protect human judgement, senior teams must institutionalise manual practice:

  1. Schedule the Drill: Require your executive and senior leadership teams to work through a live, highly complex business case entirely without AI tools on a recurring basis.

  2. Observe & Interrogate: Evaluate the team's independent reasoning, ability to hold space for genuine dissent, and capacity to handle ambiguity.

  3. Debrief Reconstruction: Test whether leaders can clearly reconstruct and defend their logic without reopening a digital tool.

This exercise is inexpensive, directly tests human judgement under pressure, and ensures your team retains the core capabilities required to lead during a crisis.

Protect Your Leadership Pipeline

Rebuilding the developmental pipeline is an intentional design job that cannot be left to market forces.

👉 Download the full ‘The capability you should never hand to a machine’ Whitepaper to access simulated complexity frameworks, AI-free drill templates, and strategies for securing your organisation's long-term leadership succession.

Further reading